151
|
A pilot randomized trial of a dual n-back emotional working memory training program for veterans with elevated PTSD symptoms. Psychiatry Res 2019; 275:261-268. [PMID: 30939398 PMCID: PMC6508098 DOI: 10.1016/j.psychres.2019.02.015] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2018] [Revised: 02/06/2019] [Accepted: 02/06/2019] [Indexed: 11/20/2022]
Abstract
Anxiety is characterized by excessive attention to threatening information, leading to impaired working memory (WM) performance and elevated anxious thoughts. Preliminary research indicates that individuals with PTSD show particular difficulty with WM in emotional contexts (Schweizer et al., 2011). Although several studies show that computerized training can improve WM capacity for anxious individuals (Owens et al., 2013; Schweizer et al., 2011; 2013), there has been very little research on WM training for PTSD or with Veterans (Saunders et al., 2015). In a pilot randomized trial, we assigned Veterans with elevated PTSD symptoms to an online emotional WM training, either adaptive (n-back; n = 11) or a less potent training (1-back; n = 10). Overall, both groups showed significant decreases in PTSD symptoms. The n-back group showed a trend of outperforming the 1-back group in improving reexperiencing symptoms (which are likely to be associated with impaired WM functioning). This population anecdotally found the intervention quite challenging, which may be why even the less potent 1-back was still helpful. These preliminary findings justify the effort for developing new WM-focused PTSD intervention for complex, vulnerable populations, particularly as online training can improve accessibility.
Collapse
|
152
|
Near and Far Transfer in Cognitive Training: A Second-Order Meta-Analysis. COLLABRA-PSYCHOLOGY 2019. [DOI: 10.1525/collabra.203] [Citation(s) in RCA: 66] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Theory building in science requires replication and integration of findings regarding a particular research question. Second-order meta-analysis (i.e., a meta-analysis of meta-analyses) offers a powerful tool for achieving this aim, and we use this technique to illuminate the controversial field of cognitive training. Recent replication attempts and large meta-analytic investigations have shown that the benefits of cognitive-training programs hardly go beyond the trained task and similar tasks. However, it is yet to be established whether the effects differ across cognitive-training programs and populations (children, adults, and older adults). We addressed this issue by using second-order meta-analysis. In Models 1 (k = 99) and 2 (k = 119), we investigated the impact of working-memory training on near-transfer (i.e., memory) and far-transfer (e.g., reasoning, speed, and language) measures, respectively, and whether it is mediated by the type of population. Model 3 (k = 233) extended Model 2 by adding six meta-analyses assessing the far-transfer effects of other cognitive-training programs (video-games, music, chess, and exergames). Model 1 showed that working-memory training does induce near transfer, and that the size of this effect is moderated by the type of population. By contrast, Models 2 and 3 highlighted that far-transfer effects are small or null. Crucially, when placebo effects and publication bias were controlled for, the overall effect size and true variance equaled zero. That is, no impact on far-transfer measures was observed regardless of the type of population and cognitive-training program. The lack of generalization of skills acquired by training is thus an invariant of human cognition.
Collapse
|
153
|
Redick TS, Wiemers EA, Engle RW. The role of proactive interference in working memory training and transfer. PSYCHOLOGICAL RESEARCH 2019; 84:1635-1654. [PMID: 30953133 DOI: 10.1007/s00426-019-01172-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2018] [Accepted: 03/25/2019] [Indexed: 01/18/2023]
Abstract
Recent work on working memory training has produced conflicting results regarding the degree and generality of transfer to other cognitive processes. However, few studies have investigated possible mechanisms underlying transfer. The current study was designed to test the role of proactive interference in working memory training and transfer. Eighty-six young adults participated in a pretest-posttest design, with ten training sessions in between. In the two working memory training conditions, subjects performed an operation span task, with one condition requiring recall of letters on every trial (operation-letters), whereas the other condition alternated between letters, digits, and words as the to-be-remembered items across trials (operation-mix). These groups were compared to an active-control group (visual-search). Working memory, verbal fluency, and reading comprehension measures were administered in pretest and posttest sessions. All groups significantly increased their performance over the ten training sessions. There was evidence of strategy-specific benefits on transfer, such that transfer to working memory measures was higher for the operation-letters group on tasks specifically involving letters, and no differential transfer to working memory tests without letters, to verbal fluency, or to reading comprehension. The results indicate that proactive interference does not appear to play a causal role in determining transfer from working memory training, and instead a strategy account based on stimulus content provides a more parsimonious explanation for the pattern of training and transfer.
Collapse
Affiliation(s)
- Thomas S Redick
- Department of Psychological Sciences, Purdue University, 703 Third Street, West Lafayette, IN, 47907, USA.
| | - Elizabeth A Wiemers
- Department of Psychological Sciences, Purdue University, 703 Third Street, West Lafayette, IN, 47907, USA
| | | |
Collapse
|
154
|
Wang CH, Moreau D, Yang CT, Tsai YY, Lin JT, Liang WK, Tsai CL. Aerobic exercise modulates transfer and brain signal complexity following cognitive training. Biol Psychol 2019; 144:85-98. [PMID: 30943426 DOI: 10.1016/j.biopsycho.2019.03.012] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2018] [Revised: 02/21/2019] [Accepted: 03/22/2019] [Indexed: 12/11/2022]
Abstract
Although recent evidence has demonstrated the potent effect of physical exercise to increase the efficacy of cognitive training, the neural mechanisms underlying this causal relationship remain unclear. Here, we used multiscale entropy (MSE) of electroencephalography (EEG)-a measure of brain signal complexity-to address this issue. Young males were randomly assigned to either a 20-day dual n-back training following aerobic exercise or the same training regimen following a reading. A feature binding working memory task with concurrent EEG recording was used to test for transfer effects. Although results revealed weak-to-moderate evidence for exercise-induced facilitation on cognitive training, the combination of cognitive training with exercise resulted in greater transfer gains on conditions involving greater attentional demanding, together with greater increases in cognitive modulation on MSE, compared with the reading condition. Overall, our findings suggest that the addition of antecedent physical exercise to brain training regimen could enable wider, more robust improvements.
Collapse
Affiliation(s)
- Chun-Hao Wang
- Institute of Physical Education, Health & Leisure Studies, National Cheng Kung University, No. 1, University Road, Tainan City, Taiwan
| | - David Moreau
- School of Psychology and Centre for Brain Research, University of Auckland, Auckland, New Zealand
| | - Cheng-Ta Yang
- Department of Psychology, National Cheng Kung University, Social Sciences Building, No. 1, University Road, East District, Tainan City 701, Taiwan; Institute of Allied Health Sciences, National Cheng Kung University, No.1, University Road, Tainan City, Tainan
| | - Yun-Yen Tsai
- Institute of Physical Education, Health & Leisure Studies, National Cheng Kung University, No. 1, University Road, Tainan City, Taiwan
| | - Jui-Tang Lin
- Institute of Physical Education, Health & Leisure Studies, National Cheng Kung University, No. 1, University Road, Tainan City, Taiwan
| | - Wei-Kuang Liang
- Institute of Cognitive Neuroscience, National Central University, Jhongli 320, Taiwan.
| | - Chia-Liang Tsai
- Institute of Physical Education, Health & Leisure Studies, National Cheng Kung University, No. 1, University Road, Tainan City, Taiwan.
| |
Collapse
|
155
|
Linares R, Borella E, Lechuga MT, Carretti B, Pelegrina S. Nearest transfer effects of working memory training: A comparison of two programs focused on working memory updating. PLoS One 2019; 14:e0211321. [PMID: 30759135 PMCID: PMC6373913 DOI: 10.1371/journal.pone.0211321] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2018] [Accepted: 01/14/2019] [Indexed: 12/22/2022] Open
Abstract
This study analyzed the mechanisms involved in possible transfer effects for two different working memory updating (WMU) training programs administered to young adults and based on two updating paradigms: n-back and arithmetical updating. The influence of practice distribution on transfer effects was also explored by including two training regimens: massed and spaced practice. Performance on different WMU tasks more or less structurally similar to the tasks used in the training was assessed to analyze the nearest transfer effects. Near and far transfer effects were tested using complex working memory (WM) and fluid intelligence tasks. The results showed that the WMU training produced gains in only some of the WMU tasks structurally similar to those used in the training, not in those lacking the same structure, or in WM or fluid intelligence tasks. These limited nearest transfer effects suggest that gains could be due to the acquisition of a specific strategy appropriate for the task during the training rather than to any improvement in the updating process per se. Performance did not differ depending on the training regimen.
Collapse
Affiliation(s)
- Rocío Linares
- Department of Psychology, University of Jaen, Jaén, Spain
| | - Erika Borella
- Department of General Psychology, University of Padova, Padova, Italy
| | | | - Barbara Carretti
- Department of General Psychology, University of Padova, Padova, Italy
| | | |
Collapse
|
156
|
Abstract
The repeated administration of working memory capacity tests is common in clinical and research settings. For cognitive ability tests and different neuropsychological tests, meta-analyses have shown that they are prone to retest effects, which have to be accounted for when interpreting retest scores. Using a multilevel approach, this meta-analysis aims at showing the reproducibility of retest effects in working memory capacity tests for up to seven test administrations, and examines the impact of the length of the test-retest interval, test modality, equivalence of test forms and participant age on the size of retest effects. Furthermore, it is assessed whether the size of retest effects depends on the test paradigm. An extensive literature search revealed 234 effect sizes from 95 samples and 68 studies, in which healthy participants between 12 and 70 years repeatedly performed a working memory capacity test. Results yield a weighted average of g = 0.28 for retest effects from the first to the second test administration, and a significant increase in effect sizes was observed up to the fourth test administration. The length of the test-retest interval and publication year were found to moderate the size of retest effects. Retest effects differed between the paradigms of working memory capacity tests. These findings call for the development and use of appropriate experimental or statistical methods to address retest effects in working memory capacity tests.
Collapse
|
157
|
Wu R, Strickland-Hughes C. Adaptation for growth as a common goal throughout the lifespan: Why and how. PSYCHOLOGY OF LEARNING AND MOTIVATION 2019. [DOI: 10.1016/bs.plm.2019.07.005] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
|
158
|
Shahar N, Pereg M, Teodorescu AR, Moran R, Karmon-Presser A, Meiran N. Formation of abstract task representations: Exploring dosage and mechanisms of working memory training effects. Cognition 2018; 181:151-159. [DOI: 10.1016/j.cognition.2018.08.007] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2018] [Revised: 05/09/2018] [Accepted: 08/16/2018] [Indexed: 01/17/2023]
|
159
|
Tsai N, Buschkuehl M, Kamarsu S, Shah P, Jonides J, Jaeggi SM. (Un)Great Expectations: The Role of Placebo Effects in Cognitive Training. JOURNAL OF APPLIED RESEARCH IN MEMORY AND COGNITION 2018; 7:564-573. [PMID: 31660288 PMCID: PMC6816757 DOI: 10.1016/j.jarmac.2018.06.001] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
A growing body of literature demonstrating the malleability of critical higher-order cognitive functions by means of targeted interventions has incited widespread scientific interest, most notably in the form of cognitive training programs. The results are mixed and a point of contention: It has been argued that gains observed in cognitive training are mainly due to placebo effects. To address this, we examined the effect of participant expectations on one type of cognitive training that has been central to the controversy, namely n-back training, by inducing beliefs about expected outcomes. Participants receiving n-back training showed improvements in non-trained n-back performance regardless of expectations, and furthermore, expectations for positive outcomes did not result in any significant gains in an active control group. Thus, there was no detectable expectancy effect in either direction as a function of the cognitive intervention used, suggesting that training-related improvements are unlikely due solely to a placebo effect.
Collapse
|
160
|
Pereg M, Shahar N, Meiran N. Can we learn to learn? The influence of procedural working-memory training on rapid instructed-task-learning. PSYCHOLOGICAL RESEARCH 2018; 83:132-146. [PMID: 30478608 DOI: 10.1007/s00426-018-1122-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2018] [Accepted: 11/13/2018] [Indexed: 11/29/2022]
Abstract
Humans have the unique ability to efficiently execute instructions that were never practiced beforehand. In this Rapid Instructed-Task-Learning, not-yet-executed novel rules are presumably held in procedural working-memory (WM), which is assumed to hold stimulus-to-response bindings. In this study, we employed a computerized-cognitive training protocol targeting procedural WM to test this assumption and to examine whether the ability to rapidly learn novel rules can itself be learned. 175 participants were randomly assigned to one of three groups: procedural WM training (involving task-switching and N-back elements, all with novel rules; Shahar and Meiran in PLoS One 10(3):e0119992, 2015), active-control training (adaptive visual-search task), and no-contact control. We examined participants' rapid instructed-task-learning abilities before and after training, by administrating 55 novel choice tasks, and measuring their performance in the first two trials (where participants had no practice). While all participants showed shorter reaction-times in post vs. pretest, only participants in the procedural WM training group did not demonstrate an increased error rate at posttest. Evidence accumulation modelling suggested that this result stems from a reduction in decision threshold (the amount of evidence that needs to be gathered to reach a decision), which was more pronounced in the control groups; possibly accompanied by an increased drift-rate (the rate of evidence accumulation) only for the training group. Implication are discussed.
Collapse
Affiliation(s)
- Maayan Pereg
- Department of Psychology and Zlotowski Center for Neuroscience, Ben-Gurion University of the Negev, 8410501, Beer-Sheva, Israel.
| | - Nitzan Shahar
- Department of Psychology and Zlotowski Center for Neuroscience, Ben-Gurion University of the Negev, 8410501, Beer-Sheva, Israel
| | - Nachshon Meiran
- Department of Psychology and Zlotowski Center for Neuroscience, Ben-Gurion University of the Negev, 8410501, Beer-Sheva, Israel
| |
Collapse
|
161
|
Sala G, Gobet F. Cognitive Training Does Not Enhance General Cognition. Trends Cogn Sci 2018; 23:9-20. [PMID: 30471868 DOI: 10.1016/j.tics.2018.10.004] [Citation(s) in RCA: 119] [Impact Index Per Article: 19.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2018] [Revised: 10/22/2018] [Accepted: 10/23/2018] [Indexed: 11/17/2022]
Abstract
Due to potential theoretical and societal implications, cognitive training has been one of the most influential topics in psychology and neuroscience. The assumption behind cognitive training is that one's general cognitive ability can be enhanced by practicing cognitive tasks or intellectually demanding activities. The hundreds of studies published so far have provided mixed findings and systematic reviews have reached inconsistent conclusions. To resolve these discrepancies, we carried out several meta-analytic reviews. The results are highly consistent across all the reviewed domains: minimal effect on domain-general cognitive skills. Crucially, the observed between-study variability is accounted for by design quality and statistical artefacts. The cognitive-training program of research has showed no appreciable benefits, and other more plausible practices to enhance cognitive performance should be pursued.
Collapse
Affiliation(s)
- Giovanni Sala
- Osaka University, 1-2 Yamadaoka, Suita, Osaka Prefecture 565-0871, Japan; JSPS International Research Fellow
| | - Fernand Gobet
- Department of Psychological Sciences, University of Liverpool, Liverpool, UK.
| |
Collapse
|
162
|
Pergher V, Wittevrongel B, Tournoy J, Schoenmakers B, Van Hulle MM. N-back training and transfer effects revealed by behavioral responses and EEG. Brain Behav 2018; 8:e01136. [PMID: 30350357 PMCID: PMC6236237 DOI: 10.1002/brb3.1136] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2017] [Revised: 09/13/2018] [Accepted: 09/14/2018] [Indexed: 11/11/2022] Open
Abstract
INTRODUCTION Cognitive function performance decreases in older individuals compared to young adults. To curb this decline, cognitive training is applied, but it is not clear whether it improves only the trained task or also other cognitive functions. To investigate this, we considered an N-back working memory (WM) training task and verified whether it improves both trained WM and untrained cognitive functions. METHODS As EEG studies have noted task difficulty and age-related changes in time-locked EEG responses, called event-related potentials (ERPs), we focused on the relation between the P300 ERP component, task difficulty level, and behavior response accuracy and reaction time (RT) in young and older healthy adults. We used two groups of young and older healthy participants to assess the effect of N-back training: cognitive training group (CTG) and passive control group (PCG). Before and after training, cognitive tests were administered to both groups to evaluate transfer effects. RESULTS Despite the observed age-related differences in the P300 ERP component and in terms of RT and accuracy, our findings demonstrate a stronger improvement in the trained task for older CTGs compared to younger CTGs, larger near- and far-transfer effect to WM and fluid intelligence for both younger and older CTGs, and a far-transfer effect to attention but only for older adults. Significant differences in response accuracy were shown between young and older subjects in spatial memory and attention tests. CONCLUSION The application of a WM training is a promising tool for both healthy adults, and in particular for older subjects, as it showed physiological and behavioral differences in cognitive plasticity across life span and evidence of benefits in the trained task and near-/far-transfer effects to other cognitive functions.
Collapse
Affiliation(s)
- Valentina Pergher
- Laboratory for Neuro- & Psychophysiology, Department of Neurosciences, KU Leuven - University of Leuven, Leuven, Belgium
| | - Benjamin Wittevrongel
- Laboratory for Neuro- & Psychophysiology, Department of Neurosciences, KU Leuven - University of Leuven, Leuven, Belgium
| | - Jos Tournoy
- Department of Chronic Diseases, Metabolism and Ageing, University Hospital Leuven, KU Leuven, Leuven, Belgium
| | | | - Marc M Van Hulle
- Laboratory for Neuro- & Psychophysiology, Department of Neurosciences, KU Leuven - University of Leuven, Leuven, Belgium
| |
Collapse
|
163
|
Zhang Q, Wang C, Zhao Q, Yang L, Buschkuehl M, Jaeggi SM. The malleability of executive function in early childhood: Effects of schooling and targeted training. Dev Sci 2018; 22:e12748. [PMID: 30171785 DOI: 10.1111/desc.12748] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2016] [Accepted: 08/21/2018] [Indexed: 11/28/2022]
Abstract
Executive function (EF), its importance for scholastic achievement and the question of whether or not EF is malleable, have become a topic of intense interest. Education or schooling is often seen as effective approaches to enhance EF due to the specific school-related requirements as compared to kindergarten or pre-school. However, no study to date has investigated whether targeted training focusing on those domains might be comparable with regular schooling in improving EF and fluid intelligence (Gf). The aim of the present study was to replicate and extend the previously demonstrated schooling effects on EF by using a school-cutoff design, and to further investigate whether a theoretically motivated intervention targeting specific EF, i.e., working memory (WM) or inhibitory control (IC), could achieve comparable effects with schooling in both, WM and IC, as well as Gf. 91 6-year-old kindergarteners and first-graders with similar chronological age participated the study. We compared the performance of a first-grade schooling group with that of two kindergarten training groups as well as a business-as-usual kindergarten control group. Participants were assessed in WM, IC and Gf at baseline, immediately after the intervention (posttest), as well as 3 months after training completion (follow-up). The results showed that the schooling group indeed outperformed the kindergarten groups at baseline in several cognitive tasks. Furthermore, both the WM and IC training showed pronounced gains in the trained tasks, as well as varying degrees of improvement in non-trained outcome measures. Most importantly, both training groups achieved comparable performance with the schooling group, which was especially apparent in Gf at follow-up. Our findings provide further evidence for the malleability of EF demonstrating that both, long-term and short-term interventions can facilitate the acquisition of those important skills, and as such, our work has important implications for educational practice.
Collapse
Affiliation(s)
- Qiong Zhang
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
| | - Cuiping Wang
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
| | | | - Ling Yang
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
| | | | - Susanne M Jaeggi
- School of Education, University of California, Irvine, Irvine, California
| |
Collapse
|
164
|
|
165
|
Salmi J, Nyberg L, Laine M. Working memory training mostly engages general-purpose large-scale networks for learning. Neurosci Biobehav Rev 2018; 93:108-122. [DOI: 10.1016/j.neubiorev.2018.03.019] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2017] [Revised: 02/10/2018] [Accepted: 03/17/2018] [Indexed: 02/04/2023]
|
166
|
Landis TD, Hart KC, Graziano PA. Targeting self-regulation and academic functioning among preschoolers with behavior problems: Are there incremental benefits to including cognitive training as part of a classroom curriculum? Child Neuropsychol 2018; 25:688-704. [DOI: 10.1080/09297049.2018.1526271] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Affiliation(s)
- Taylor D. Landis
- Center for Children and Families, Department of Psychology, Florida International University, Miami, FL, United States
| | - Katie C. Hart
- Center for Children and Families, Department of Psychology, Florida International University, Miami, FL, United States
| | - Paulo A. Graziano
- Center for Children and Families, Department of Psychology, Florida International University, Miami, FL, United States
| |
Collapse
|
167
|
Covey TJ, Shucard JL, Shucard DW. Working memory training and perceptual discrimination training impact overlapping and distinct neurocognitive processes: Evidence from event-related potentials and transfer of training gains. Cognition 2018; 182:50-72. [PMID: 30218913 DOI: 10.1016/j.cognition.2018.08.012] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2017] [Revised: 08/06/2018] [Accepted: 08/21/2018] [Indexed: 12/01/2022]
Abstract
There is emerging evidence that working memory (WM) can potentially be enhanced via targeted training protocols. However, the differential effects of targeted training of WM vs. training of general attentional processes on distinct neurocognitive mechanisms is not well understood. In the present study, we compared adaptive n-back WM training to an adaptive visual search training task that targeted perceptual discrimination, in the absence of demands on WM. The search task was closely matched to the n-back task on difficulty and participant engagement. The training duration for both protocols was 20 sessions over approximately 4 weeks. Before and after training, young adult participants were tested on a battery of cognitive tasks to examine transfer of training gains to untrained tests of WM, processing speed, cognitive control, and fluid intelligence. Event-related brain potential (ERP) measures obtained during a Letter 3-Back task and a Search task were examined to determine the neural processes that were affected by each training protocol. Both groups improved on measures of cognitive control and fluid intelligence at post- compared to pretest. However, n-back training resulted in more pronounced transfer effects to tasks involving WM compared to search training. With respect to ERPs, both groups exhibited enhancement of P3 amplitude following training, but distinct changes in neural responses were also observed for the two training protocols. The search training group exhibited earlier ERP latencies at post- compared to pretest on the Search task, indicating generalized improvement in processing speed. The n-back group exhibited a pronounced enhancement and earlier latency of the N2 ERP component on the Letter 3-back task, following training. Given the theoretical underpinnings of the N2, this finding was interpreted as an enhancement of conflict monitoring and sequential mismatch identification. The findings provide evidence that n-back training enhances distinct neural processes underlying executive aspects of WM.
Collapse
Affiliation(s)
- Thomas J Covey
- Division of Cognitive and Behavioral Neurosciences, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, The State University of New York, 114 Sherman Hall Annex, South Campus, Buffalo, NY 14214, United States; Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, The State University of New York, 114 Sherman Hall Annex, South Campus, Buffalo, NY 14214, United States; Neuroscience Program, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, The State University of New York, 114 Sherman Hall Annex, South Campus, Buffalo, NY 14214, United States.
| | - Janet L Shucard
- Division of Cognitive and Behavioral Neurosciences, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, The State University of New York, 114 Sherman Hall Annex, South Campus, Buffalo, NY 14214, United States; Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, The State University of New York, 114 Sherman Hall Annex, South Campus, Buffalo, NY 14214, United States; Neuroscience Program, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, The State University of New York, 114 Sherman Hall Annex, South Campus, Buffalo, NY 14214, United States
| | - David W Shucard
- Division of Cognitive and Behavioral Neurosciences, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, The State University of New York, 114 Sherman Hall Annex, South Campus, Buffalo, NY 14214, United States; Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, The State University of New York, 114 Sherman Hall Annex, South Campus, Buffalo, NY 14214, United States; Neuroscience Program, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, The State University of New York, 114 Sherman Hall Annex, South Campus, Buffalo, NY 14214, United States
| |
Collapse
|
168
|
Weicker J, Hudl N, Frisch S, Lepsien J, Mueller K, Villringer A, Thöne-Otto A. WOME: Theory-Based Working Memory Training - A Placebo-Controlled, Double-Blind Evaluation in Older Adults. Front Aging Neurosci 2018; 10:247. [PMID: 30154713 PMCID: PMC6102413 DOI: 10.3389/fnagi.2018.00247] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2018] [Accepted: 07/27/2018] [Indexed: 11/13/2022] Open
Abstract
Background: Scientifically evaluated cognitive intervention programs are essential to meet the demands of our increasingly aging society. Currently, one of the “hottest” topics in the field is the improvement of working memory function and its potential impact on overall cognition. The present study evaluated the efficacy of WOME (WOrking MEmory), a theory-based working memory training program, in a double-blind, placebo-controlled, and randomized controlled trial (www.drks.de, DRKS00013162). Methods:N = 60 healthy older adults were allocated to (1) the WOME intervention, (2) an active low-level intervention, or (3) a passive control group. Overall, the intervention groups practiced twelve sessions of 45 min within 4 weeks of their respective training. Transfer effects were measured via an extensive battery of neuropsychological tests and questionnaires both pre-/post-training and at a 3-month follow-up. Results:WOME led to a significant improvement in working memory function, demonstrated on a non-trained near transfer task and on two different composite scores with moderate to large effect sizes. In addition, we found some indication of relevant impact on everyday life. The effects were short-term rather than stable, being substantially diminished at follow-up with only little evidence suggesting long-term maintenance. No transfer effects on other cognitive functions were observed. Conclusion:WOME is an appropriate and efficient intervention specifically targeting the working memory system in healthy older adults. Trial Registration: German Clinical Trials Register (DRKS), Identifier: DRKS00013162.
Collapse
Affiliation(s)
- Juliane Weicker
- Clinic of Cognitive Neurology, Leipzig University, Leipzig, Germany.,Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Nicole Hudl
- Max Planck International Research Network on Aging, Rostock, Germany
| | - Stefan Frisch
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.,Institute of Psychology, Goethe University Frankfurt, Frankfurt, Germany
| | - Jöran Lepsien
- Nuclear Magnetic Resonance Unit, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Karsten Mueller
- Nuclear Magnetic Resonance Unit, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Arno Villringer
- Clinic of Cognitive Neurology, Leipzig University, Leipzig, Germany.,Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | | |
Collapse
|
169
|
Zhao X, Wang H, Maes JHR. Training and transfer effects of extensive task-switching training in students. PSYCHOLOGICAL RESEARCH 2018; 84:389-403. [PMID: 30019270 PMCID: PMC7039846 DOI: 10.1007/s00426-018-1059-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2018] [Accepted: 07/14/2018] [Indexed: 11/30/2022]
Abstract
The capacity to switch between tasks is a central component of executive functioning. Previous studies assessing effects of task-switch training have revealed mixed results, both in terms of processes that may be improved and the extent of beneficial effects on non-trained tasks. These studies primarily used few training sessions, which may have limited training and transfer effects. Here, 31 students were trained for 21 days on a cued switching task. Both the trained group and an active control group (n = 29) performed a number of cognitive tasks before and after training. Training reduced both switch and mixing costs, which mostly reached an asymptote after approximately four to six training sessions, although there were residual costs at the end of training. The switch cost reduction was restricted to trials with a short cue–stimulus onset interval (CSI). Training benefitted performance on another switching task, reflecting near transfer. However, this benefit was limited to the switch cost and to trials with a short CSI. There were no beneficial effects on far-transfer tasks measuring interference control, response inhibition, working memory, and general IQ. The results suggest that the present extensive training protocol, implicating overtraining, specifically enhanced the efficiency of processes involved in preparing for the relevant upcoming task set and/or inhibition of the previous task set. However, the lack of beneficial far-transfer effects is in line with previous cognitive training studies employing fewer training sessions, suggesting that the extent of training is not critical for (not) finding transfer effects.
Collapse
Affiliation(s)
- Xin Zhao
- Behavior Rehabilitation Training Research Institution, School of Psychology, Northwest Normal University, 967 East Anning Road, Lanzhou, 730070, China
| | - Haien Wang
- Behavior Rehabilitation Training Research Institution, School of Psychology, Northwest Normal University, 967 East Anning Road, Lanzhou, 730070, China
| | - Joseph H R Maes
- Donders Institute for Brain, Cognition and Behaviour, Centre for Cognition, Radboud University, PO. Box 9104, Nijmegen, 6500 HE, The Netherlands.
| |
Collapse
|
170
|
Fellman D, Salmi J, Ritakallio L, Ellfolk U, Rinne JO, Laine M. Training working memory updating in Parkinson's disease: A randomised controlled trial. Neuropsychol Rehabil 2018; 30:673-708. [PMID: 29968519 DOI: 10.1080/09602011.2018.1489860] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Frontostriatal dysfunction in Parkinson's disease (PD) increases the risk for working memory (WM) impairment and depression, calling for counteractive measures. Computerised cognitive rehabilitation is a promising option, but targeted training protocols are lacking and lab-based training can be demanding due to the repeated visits. This study tested the feasibility and efficacy of home-based computerised training targeting mainly WM updating in PD. Fifty-two cognitively well-preserved PD patients were randomised to a WM training group and an active control group for five weeks of training (three 30-min sessions per week). WM training included three computerised adaptive WM tasks (two updating, one maintenance). The outcomes were examined pre- and post-training with trained and untrained WM tasks, tasks tapping other cognitive domains, and self-ratings of executive functioning and depression. Home-based training was feasible for the patients. The training group improved particularly on the updating training tasks, and showed posttest improvement on untrained WM tasks structurally similar to the trained ones. Moreover, their depression scores decreased compared to the controls. Our study indicates that patients with mild-to-moderate PD can self-administer home-based computerised WM training, and that they yield a similar transfer pattern to untrained WM tasks as has been observed in healthy older adults.
Collapse
Affiliation(s)
- Daniel Fellman
- Department of Psychology, Åbo Akademi University, Turku, Finland
| | - Juha Salmi
- Department of Psychology, Åbo Akademi University, Turku, Finland.,Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | | | - Ulla Ellfolk
- Department of Psychology, Åbo Akademi University, Turku, Finland.,Expert Services, Turku University Hospital and University of Turku, Turku, Finland
| | - Juha O Rinne
- Turku PET Centre, University of Turku, Turku, Finland.,Division of Clinical Neurosciences, Turku University Hospital, Turku, Finland
| | - Matti Laine
- Department of Psychology, Åbo Akademi University, Turku, Finland.,Turku Brain and Mind Center, University of Turku, Turku, Finland
| |
Collapse
|
171
|
Talanow T, Ettinger U. Effects of task repetition but no transfer of inhibitory control training in healthy adults. Acta Psychol (Amst) 2018; 187:37-53. [PMID: 29772392 DOI: 10.1016/j.actpsy.2018.04.016] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2017] [Revised: 03/21/2018] [Accepted: 04/24/2018] [Indexed: 02/04/2023] Open
Abstract
Executive functions (EFs) comprise the updating, shifting and inhibition dimensions. According to the Unity and Diversity Model, the inhibition dimension is fully accounted for by a general EFs factor. This suggests that training of inhibition should transfer, in part, to updating and shifting. Therefore, we tested the effectiveness of a three-week inhibition training (high-conflict Stroop task) and explored near transfer effects to an untrained inhibition task (antisaccade task) and far transfer effects to untrained tasks demanding task-set shifting (number-letter-task), working memory updating (n-back task) and planning abilities (Stockings of Cambridge task). We employed a randomized pretest/treatment/posttest study design in n = 102 healthy young adults, assigned to an intensive Stroop training (n = 38), an active control condition (n = 34) or no training intervention (n = 30). In the Stroop training group, Stroop performance improved with practice, while performance in the active control group remained unchanged. The Stroop training group showed improvements in overall Stroop task performance from pretest to posttest, but we observed neither near nor far transfer effects. Additionally, specifically stronger gains on incongruent Stroop trials compared to congruent trials were observed in the Stroop training group when color bar trials were excluded from the pretest-posttest-analysis. Generally, there were substantial improvements from pretest to posttest independent of training condition in all transfer tasks. In sum, our data do not support the existence of transfer effects from inhibition training in healthy young adults.
Collapse
|
172
|
Bugos J. Protocol for a randomized controlled trial of piano training on cognitive and psychosocial outcomes. Ann N Y Acad Sci 2018; 1423:360-367. [PMID: 29741205 DOI: 10.1111/nyas.13663] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2017] [Revised: 02/04/2018] [Accepted: 02/08/2018] [Indexed: 01/10/2023]
Abstract
Age-related cognitive decline and cognitive impairment represent the fastest growing health epidemic worldwide among those over 60. There is a critical need to identify effective and novel complex cognitive interventions to promote successful aging. Since piano training engages cognitive and bimanual sensorimotor processing, we hypothesize that piano training may serve as an effective cognitive intervention, as it requires sustained attention and engages an executive network that supports generalized cognition and emotional control. Here, I describe the protocol of a randomized controlled trial (RCT) to evaluate the impact of piano training on cognitive performance in adulthood, a period associated with decreased neuroplasticity. In this cluster RCT, healthy older adults (age 60-80) were recruited and screened to control for confounding variables. Eligible participants completed an initial 3-h assessment of standardized cognitive and psychosocial measures. Participants were stratified by age, education, and estimate of intelligence and randomly assigned to one of three groups: piano training, computer brain training, or a no-treatment control group. Computer brain training consisted of progressively difficult auditory cognitive exercises (Brain HQ; Posit Science, 2010). Participants assigned to training groups completed a 16-week program that met twice a week for 90 minutes. Upon program completion and at a 3-month follow-up, training participants and no-treatment controls completed a posttest visit lasting 2.5 hours.
Collapse
Affiliation(s)
- Jennifer Bugos
- School of Music, University of South Florida, Tampa, Florida
| |
Collapse
|
173
|
Webb SL, Loh V, Lampit A, Bateman JE, Birney DP. Meta-Analysis of the Effects of Computerized Cognitive Training on Executive Functions: a Cross-Disciplinary Taxonomy for Classifying Outcome Cognitive Factors. Neuropsychol Rev 2018; 28:232-250. [PMID: 29721646 DOI: 10.1007/s11065-018-9374-8] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2017] [Accepted: 04/03/2018] [Indexed: 02/07/2023]
Abstract
The growing prevalence of neurodegenerative disorders associated with aging and cognitive decline has generated increasing cross-disciplinary interest in non-pharmacological interventions, such as computerized cognitive training (CCT), which may prevent or slow cognitive decline. However, inconsistent findings across meta-analytic reviews in the field suggest a lack of cross-disciplinary consensus and on-going debate regarding the benefits of CCT. We posit that a contributing factor is the lack of a theoretically-based taxonomy of constructs and representative tasks typically used. An integration of the Cattell-Horn-Carroll (CHC) taxonomy of broad and narrow cognitive factors and the Miyake unity-diversity theory of executive functions (EF) is proposed (CHC-M) as an attempt to clarify this issue through representing and integrating the disciplines contributing to CCT research. The present study assessed the utility of this taxonomy by reanalyzing the Lampit et al. (2014) meta-analysis of CCT in healthy older adults using the CHC-M framework. Results suggest that: 1) substantively different statistical effects are observed when CHC-M is applied to the Lampit et al. meta-analytic review, leading to importantly different interpretations of the data; 2) typically-used classification practices conflate Executive Function (EF) tasks with fluid reasoning (Gf) and retrieval fluency (Gr), and Attention with sensory perception; and 3) there is theoretical and practical advantage in differentiating attention and working-memory tasks into the narrow shifting, inhibition, and updating EF domains. Implications for clinical practice, particularly for our understanding of EF are discussed.
Collapse
Affiliation(s)
- Shannon L Webb
- School of Psychology, University of Sydney, Sydney, NSW, 2006, Australia
| | - Vanessa Loh
- School of Psychology, University of Sydney, Sydney, NSW, 2006, Australia
| | - Amit Lampit
- School of Psychology, University of Sydney, Sydney, NSW, 2006, Australia.,Academic Unit for Psychiatry of Old Age, University of Melbourne, Parkville, VIC, 3052, Australia.,Department of Neurology, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Joel E Bateman
- School of Psychology, University of Sydney, Sydney, NSW, 2006, Australia
| | - Damian P Birney
- School of Psychology, University of Sydney, Sydney, NSW, 2006, Australia.
| |
Collapse
|
174
|
Affiliation(s)
- Michael A Motes
- School of Behavioral & Brain Sciences, University of Texas at Dallas, 1966 Inwood Rd, Dallas, TX 75235, USA
| |
Collapse
|
175
|
Training and transfer effects of interference control training in children and young adults. PSYCHOLOGICAL RESEARCH 2018; 83:1519-1530. [DOI: 10.1007/s00426-018-1007-6] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2017] [Accepted: 04/01/2018] [Indexed: 11/25/2022]
|
176
|
Sabah K, Dolk T, Meiran N, Dreisbach G. When less is more: costs and benefits of varied vs. fixed content and structure in short-term task switching training. PSYCHOLOGICAL RESEARCH 2018; 83:1531-1542. [DOI: 10.1007/s00426-018-1006-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2017] [Accepted: 04/01/2018] [Indexed: 10/17/2022]
|
177
|
Inzlicht M, Shenhav A, Olivola CY. The Effort Paradox: Effort Is Both Costly and Valued. Trends Cogn Sci 2018; 22:337-349. [PMID: 29477776 PMCID: PMC6172040 DOI: 10.1016/j.tics.2018.01.007] [Citation(s) in RCA: 252] [Impact Index Per Article: 42.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2017] [Revised: 01/13/2018] [Accepted: 01/23/2018] [Indexed: 12/30/2022]
Abstract
According to prominent models in cognitive psychology, neuroscience, and economics, effort (be it physical or mental) is costly: when given a choice, humans and non-human animals alike tend to avoid effort. Here, we suggest that the opposite is also true and review extensive evidence that effort can also add value. Not only can the same outcomes be more rewarding if we apply more (not less) effort, sometimes we select options precisely because they require effort. Given the increasing recognition of effort's role in motivation, cognitive control, and value-based decision-making, considering this neglected side of effort will not only improve formal computational models, but also provide clues about how to promote sustained mental effort across time.
Collapse
Affiliation(s)
- Michael Inzlicht
- Department of Psychology, University of Toronto, 1265 Military Trail, Toronto, Ontario M1C 1A4, Canada; Rotman School of Management, University of Toronto, 105 St. George Street, Ontario M56 3E6, Canada.
| | - Amitai Shenhav
- Department of Cognitive, Linguistic, and Psychological Sciences, Brown Institute for Brain Science, Brown University, Providence, RI, USA
| | - Christopher Y Olivola
- Tepper School of Business, Carnegie Mellon University, Pittsburgh, PA, USA; Department of Social and Decision Sciences, Carnegie Mellon University, Pittsburgh, PA, USA
| |
Collapse
|
178
|
Carpenter R, Alloway T. Computer Versus Paper-Based Testing: Are They Equivalent When it Comes to Working Memory? JOURNAL OF PSYCHOEDUCATIONAL ASSESSMENT 2018. [DOI: 10.1177/0734282918761496] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
School systems across the country are transitioning from paper-based testing (PBT) to computer-based testing (CBT). As this technological shift occurs, more research is necessary to understand the practical and performance implications of administering CBTs. Currently, there is a paucity of research using CBTs to examine working memory (WM) performance, even though CBTs may negatively influence performance. The present study compared a WM CBT and PBT and found enhanced WM performance on the PBT across several verbal and visuospatial WM tests. This pattern was evident even after age was controlled, indicating that test mode effects were persistent across ages (4-11 years). CBTs on WM performance may yield lower scores due to developmental WM differences, increased cognitive workload, test mode effects stemming from individual access to technology, and participant characteristics, such as developmental, biological, or gender differences. The presence of divergent WM in CBT and PBT indicates the need for additional options for children at risk of academic failure because of testing modality.
Collapse
|
179
|
Laine M, Fellman D, Waris O, Nyman TJ. The early effects of external and internal strategies on working memory updating training. Sci Rep 2018; 8:4045. [PMID: 29511316 PMCID: PMC5840432 DOI: 10.1038/s41598-018-22396-5] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Accepted: 02/22/2018] [Indexed: 12/04/2022] Open
Abstract
The mechanisms underlying working memory training remain unclear, but one possibility is that the typically limited transfer effects of this training reflect adoption of successful task-specific strategies. Our pre-registered randomized controlled trial (N = 116) studied the early effects of externally given vs. internally generated strategies in an updating task (n-back) over a 5-day period with a single 30-minute training session. Three groups were employed: n-back training with strategy instruction (n = 40), n-back training without strategy instruction (n = 37), and passive controls (n = 39). We found that both external and internal strategy use was associated with significantly higher posttest performance on the trained n-back task, and that training with n-back strategy instruction yielded positive transfer on untrained n-back tasks, resembling the transfer pattern typically seen after the ordinary uninstructed 4–6-week working memory training. In the uninstructed participants, the level of detail and type of internally generated n-back strategies at posttest was significantly related to their posttest n-back performance. Our results support the view that adoption of task-specific strategies plays an important role in working memory training outcomes, and that strategy-based effects are apparent right at the start of training.
Collapse
Affiliation(s)
- Matti Laine
- Department of Psychology, Åbo Akademi University, Turku, Finland. .,Turku Brain and Mind Center, University of Turku, Turku, Finland.
| | - Daniel Fellman
- Department of Psychology, Åbo Akademi University, Turku, Finland
| | - Otto Waris
- Department of Psychology, Åbo Akademi University, Turku, Finland
| | - Thomas J Nyman
- Department of Psychology, Åbo Akademi University, Turku, Finland
| |
Collapse
|
180
|
Enhancing Intelligence: From the Group to the Individual. J Intell 2018; 6:jintelligence6010011. [PMID: 31162438 PMCID: PMC6480788 DOI: 10.3390/jintelligence6010011] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2018] [Revised: 02/16/2018] [Accepted: 02/26/2018] [Indexed: 01/21/2023] Open
Abstract
Research aimed at testing whether short-term training programs can enhance intelligence is mainly concentrated on behavior. Expected positive effects are found sometimes, but the evidence is far from conclusive. It is assumed that training must evoke changes in the brain for observing genuine improvements in behavior. However, behavioral and brain data are seldom combined in the same study. Here we present one example of this latter type of research summarizing, discussing, and integrating already published results. The training program was based on the adaptive dual n-back task, and participants completed a comprehensive battery measuring fluid and crystallized ability, along with working memory and attention control, before and after training. They were also submitted to MRI scanning at baseline and post-training. Behavioral results revealed positive effects for visuospatial processing across cognitive domains. Brain imaging data were analyzed by longitudinal voxel-based morphometry, tensor-based morphometry, surface-based morphometry, and structural connectivity. The integration of these multimodal brain results provides clues about those observed in behavior. Our findings, along with previous research and current technological advances, are considered from the perspective that we now live in ideal times for (a) moving from the group to the individual and (b) developing personalized training programs.
Collapse
|
181
|
Vilà-Balló A, Salmi J, Soveri A, Rodríguez-Fornells A, Lehtonen M, Laine M. Neural signatures for active maintenance and interference during working memory updating. Biol Psychol 2018; 132:233-243. [DOI: 10.1016/j.biopsycho.2018.01.007] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2017] [Revised: 11/04/2017] [Accepted: 01/11/2018] [Indexed: 10/18/2022]
|
182
|
Żelechowska D, Sarzyńska J, Nęcka E. Working Memory Training for Schoolchildren Improves Working Memory, with No Transfer Effects on Intelligence. J Intell 2017; 5:jintelligence5040036. [PMID: 31162427 PMCID: PMC6526407 DOI: 10.3390/jintelligence5040036] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2017] [Revised: 11/24/2017] [Accepted: 12/05/2017] [Indexed: 11/16/2022] Open
Abstract
Working memory contributes to many higher-order cognitive processes and predicts general cognitive skills. It is therefore important to know if its functions are trainable. In this study we investigated the malleability of working memory processes in schoolchildren whose cognitive functions are still developing. We also analyzed transfer effects to both general and specific intellectual skills. To address these issues, we examined the effectiveness of working memory training (10 training sessions) in terms of practice effects (trained tasks), near-transfer effects (working memory capacity), and far-transfer effects (psychometric intelligence). Sixty-nine children aged 8–10 participated in the study. The experimental group (42 children) participated in working memory training that intensely engaged the updating function of working memory. The training tasks, implemented as computer games, were based on the n-back and keep track paradigms. There was also an active control group (27 children). The results suggest that the experimental group improved their working memory capacity, as measured with both trained and untrained tasks. Regarding intelligence, far-transfer effects were weak and may be attributed to mere repetition of measurements. Moreover, whereas improvement in the training tasks could be observed after 15 months, the far-transfer effects disappeared in the delayed assessment.
Collapse
Affiliation(s)
- Dorota Żelechowska
- Institute of Psychology, Adam Mickiewicz University in Poznań, 61-712 Poznań, Poland.
| | - Justyna Sarzyńska
- Institute of Psychology, Polish Academy of Sciences, 00-378 Warsaw, Poland.
| | - Edward Nęcka
- Institute of Psychology, Jagiellonian University in Kraków, 31-007 Kraków, Poland.
| |
Collapse
|
183
|
Training Change Detection Leads to Substantial Task-Specific Improvement. JOURNAL OF COGNITIVE ENHANCEMENT 2017. [DOI: 10.1007/s41465-017-0055-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
|
184
|
Mohammed S, Flores L, Deveau J, Hoffing RC, Phung C, Parlett CM, Sheehan E, Lee D, Au J, Buschkuehl M, Zordan V, Jaeggi SM, Seitz AR. The Benefits and Challenges of Implementing Motivational Features to Boost Cognitive Training Outcome. JOURNAL OF COGNITIVE ENHANCEMENT 2017; 1:491-507. [PMID: 30221244 DOI: 10.1007/s41465-017-0047-y] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
In the current literature, there are a number of cognitive training studies that use N-back tasks as their training vehicle; however, the interventions are often bland, and many studies suffer from considerable attrition rates. An increasingly common approach to increase participant engagement has been the implementation of motivational features in training tasks; yet, the effects of such "gamification" on learning have been inconsistent. To shed more light on those issues, here, we report the results of a training study conducted at two Universities in Southern California. A total of 115 participants completed 4 weeks (20 sessions) of N-back training in the laboratory. We varied the amount of "gamification" and the motivational features that might make the training more engaging and, potentially, more effective. Thus, 47 participants trained on a basic color/identity N-back version with no motivational features, whereas 68 participants trained on a gamified version that translated the basic mechanics of the N-back task into an engaging 3D space-themed "collection" game (Deveau et al. Frontiers in Systems Neuroscience, 8, 243, 2015). Both versions used similar adaptive algorithms to increase the difficulty level as participants became more proficient. Participants' self-reports indicated that the group who trained on the gamified version enjoyed the intervention more than the group who trained on the non-gamified version. Furthermore, the participants who trained on the gamified version exerted more effort and also improved more during training. However, despite the differential training effects, there were no significant group differences in any of the outcome measures at post-test, suggesting that the inclusion of motivational features neither substantially benefited nor hurt broader learning. Overall, our findings provide guidelines for task implementation to optimally target participants' interest and engagement to promote learning, which may lead to broader adoption and adherence of cognitive training.
Collapse
Affiliation(s)
- Shafee Mohammed
- School of Education, University of California, Irvine, Irvine, CA 92617, USA
| | - Lauren Flores
- Department of Psychology, University of California, Riverside, 900 University Avenue, Riverside, CA 92521, USA
| | - Jenni Deveau
- Department of Psychology, University of California, Riverside, 900 University Avenue, Riverside, CA 92521, USA
| | - Russell Cohen Hoffing
- Department of Psychology, University of California, Riverside, 900 University Avenue, Riverside, CA 92521, USA
| | - Calvin Phung
- Department of Psychology, University of California, Riverside, 900 University Avenue, Riverside, CA 92521, USA
| | - Chelsea M Parlett
- School of Education, University of California, Irvine, Irvine, CA 92617, USA
| | - Ellen Sheehan
- School of Education, University of California, Irvine, Irvine, CA 92617, USA
| | - David Lee
- School of Education, University of California, Irvine, Irvine, CA 92617, USA
| | - Jacky Au
- School of Education, University of California, Irvine, Irvine, CA 92617, USA
| | - Martin Buschkuehl
- MIND Research Institute, 111 Academy Dr., Suite 100, Irvine, CA 92617, USA
| | - Victor Zordan
- School of Computing, Clemson University, 307 McAdams Hall, Clemson, SC 29634, USA
| | - Susanne M Jaeggi
- School of Education, University of California, Irvine, Irvine, CA 92617, USA
| | - Aaron R Seitz
- Department of Psychology, University of California, Riverside, 900 University Avenue, Riverside, CA 92521, USA
| |
Collapse
|
185
|
Do Individual Differences Predict Change in Cognitive Training Performance? A Latent Growth Curve Modeling Approach. JOURNAL OF COGNITIVE ENHANCEMENT 2017. [DOI: 10.1007/s41465-017-0049-9] [Citation(s) in RCA: 46] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
|
186
|
Mechanisms Underlying N-back Training: Response Consistency During Training Influences Training Outcome. JOURNAL OF COGNITIVE ENHANCEMENT 2017. [DOI: 10.1007/s41465-017-0042-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
|
187
|
Hering A, Meuleman B, Bürki C, Borella E, Kliegel M. Improving Older Adults’ Working Memory: the Influence of Age and Crystallized Intelligence on Training Outcomes. JOURNAL OF COGNITIVE ENHANCEMENT 2017. [DOI: 10.1007/s41465-017-0041-4] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
|
188
|
Bäckman L, Waris O, Johansson J, Andersson M, Rinne JO, Alakurtti K, Soveri A, Laine M, Nyberg L. Increased dopamine release after working-memory updating training: Neurochemical correlates of transfer. Sci Rep 2017; 7:7160. [PMID: 28769095 PMCID: PMC5540932 DOI: 10.1038/s41598-017-07577-y] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2016] [Accepted: 06/28/2017] [Indexed: 11/19/2022] Open
Abstract
Previous work demonstrates that working-memory (WM) updating training results in improved performance on a letter-memory criterion task, transfers to an untrained n-back task, and increases striatal dopamine (DA) activity during the criterion task. Here, we sought to replicate and extend these findings by also examining neurochemical correlates of transfer. Four positron emission tomography (PET) scans using the radioligand raclopride were performed. Two of these assessed DAD2 binding (letter memory; n-back) before 5 weeks of updating training, and the same two scans were performed post training. Key findings were (a) pronounced training-related behavioral gains in the letter-memory criterion task, (b) altered striatal DAD2 binding potential after training during letter-memory performance, suggesting training-induced increases in DA release, and (c) increased striatal DA activity also during the n-back transfer task after the intervention, but no concomitant behavioral transfer. The fact that the training-related DA alterations during the transfer task were not accompanied by behavioral transfer suggests that increased DA release may be a necessary, but not sufficient, condition for behavioral transfer to occur.
Collapse
Affiliation(s)
- Lars Bäckman
- Aging Research Center, Karolinska Institute, Stockholm, Sweden.
| | - Otto Waris
- Department of Psychology, Åbo Akademi University, Turku, Finland
| | - Jarkko Johansson
- Turku PET Center, University of Turku and Turku University Hospital, Turku, Finland
| | - Micael Andersson
- Department of Integrative Medical Biology, Umeå University, Umeå, Sweden
| | - Juha O Rinne
- Turku PET Center, University of Turku and Turku University Hospital, Turku, Finland
- Division of Clinical Neurosciences, Turku University Hospital, Turku, Finland
| | - Kati Alakurtti
- Turku PET Center, University of Turku and Turku University Hospital, Turku, Finland
| | - Anna Soveri
- Department of Psychology, Åbo Akademi University, Turku, Finland
| | - Matti Laine
- Department of Psychology, Åbo Akademi University, Turku, Finland
| | - Lars Nyberg
- Department of Radiation Sciences, Umeå University, Umeå, Sweden
- Department of Integrative Medical Biology, Umeå University, Umeå, Sweden
| |
Collapse
|
189
|
Soveri A, Karlsson EPA, Waris O, Grönholm-Nyman P, Laine M. Pattern of Near Transfer Effects Following Working Memory Training With a Dual N-Back Task. Exp Psychol 2017; 64:240-252. [DOI: 10.1027/1618-3169/a000370] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Abstract. In a randomized controlled trial, we investigated the pattern of near transfer effects of working memory (WM) training with an adaptive auditory-visuospatial dual n-back training task in healthy young adults. The results revealed significant task-specific transfer to an untrained single n-back task, and more general near transfer to a WM updating composite score plus a nearly significant effect on a composite score measuring interference control in WM. No transfer effects were seen on Active or Passive WM composites. The results are discussed in the light of cognitive versus strategy-related overlap between training and transfer tasks.
Collapse
Affiliation(s)
- Anna Soveri
- Department of Psychology, Åbo Akademi University, Turku, Finland
| | | | - Otto Waris
- Department of Psychology, Åbo Akademi University, Turku, Finland
| | | | - Matti Laine
- Department of Psychology, Åbo Akademi University, Turku, Finland
- Turku Brain and Mind Center, Turku, Finland
| |
Collapse
|
190
|
Waris O, Soveri A, Ahti M, Hoffing RC, Ventus D, Jaeggi SM, Seitz AR, Laine M. A Latent Factor Analysis of Working Memory Measures Using Large-Scale Data. Front Psychol 2017; 8:1062. [PMID: 28701976 PMCID: PMC5487690 DOI: 10.3389/fpsyg.2017.01062] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2017] [Accepted: 06/08/2017] [Indexed: 11/22/2022] Open
Abstract
Working memory (WM) is a key cognitive system that is strongly related to other cognitive domains and relevant for everyday life. However, the structure of WM is yet to be determined. A number of WM models have been put forth especially by factor analytical studies. In broad terms, these models vary by their emphasis on WM contents (e.g., visuospatial, verbal) vs. WM processes (e.g., maintenance, updating) as critical, dissociable elements. Here we conducted confirmatory and exploratory factor analyses on a broad set of WM tasks, half of them numerical-verbal and half of them visuospatial, representing four commonly used task paradigms: simple span, complex span, running memory, and n-back. The tasks were selected to allow the detection of both content-based (visuospatial, numerical-verbal) and process-based (maintenance, updating) divisions. The data were collected online which allowed the recruitment of a large and demographically diverse sample of adults (n = 711). Both factor analytical methods pointed to a clear division according to task content for all paradigms except n-back, while there was no indication for a process-based division. Besides the content-based division, confirmatory factor analyses supported a model that also included a general WM factor. The n-back tasks had the highest loadings on the general factor, suggesting that this factor reflected high-level cognitive resources such as executive functioning and fluid intelligence that are engaged with all WM tasks, and possibly even more so with the n-back. Together with earlier findings that indicate high variability of process-based WM divisions, we conclude that the most robust division of WM is along its contents (visuospatial vs. numerical-verbal), rather than along its hypothetical subprocesses.
Collapse
Affiliation(s)
- Otto Waris
- Department of Psychology, Åbo Akademi UniversityTurku, Finland
| | - Anna Soveri
- Department of Psychology, Åbo Akademi UniversityTurku, Finland
- Turku Brain and Mind Center, University of TurkuTurku, Finland
| | - Miikka Ahti
- Department of Psychology, University of TurkuTurku, Finland
| | - Russell C. Hoffing
- Department of Psychology, University of California, Riverside, RiversideCA, United States
| | - Daniel Ventus
- Department of Psychology, Åbo Akademi UniversityTurku, Finland
| | - Susanne M. Jaeggi
- School of Education, University of California, Irvine, IrvineCA, United States
| | - Aaron R. Seitz
- Department of Psychology, University of California, Riverside, RiversideCA, United States
| | - Matti Laine
- Department of Psychology, Åbo Akademi UniversityTurku, Finland
- Turku Brain and Mind Center, University of TurkuTurku, Finland
| |
Collapse
|
191
|
Ruf SP, Fallgatter AJ, Plewnia C. Augmentation of working memory training by transcranial direct current stimulation (tDCS). Sci Rep 2017; 7:876. [PMID: 28432349 PMCID: PMC5430723 DOI: 10.1038/s41598-017-01055-1] [Citation(s) in RCA: 106] [Impact Index Per Article: 15.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2016] [Accepted: 03/20/2017] [Indexed: 01/14/2023] Open
Abstract
Transcranial direct current stimulation (tDCS) to the dorsolateral prefrontal cortex (dlPFC) can modulate working memory (WM) performance. However, evidence regarding the enhancement of WM training, its sustainability and transferability is ambiguous. Since WM functioning appears to be lateralized in respect to stimulus characteristics, this study examined the difference between task-congruent (spatial-right, verbal-left), task-incongruent (spatial-left, verbal-right) and sham tDCS in regards to the efficacy of WM training. In a randomized, sham-controlled experiment, 71 healthy adults trained on a spatial or verbal adaptive n-back task. After a baseline session, anodal or sham tDCS (1 mA) to the right or left dlPFC was applied during the next three training sessions. Sustainability of training gains and near-transfer (verbal or spatial 3-back task) were tested in a fourth training and a follow-up session. Compared to sham stimulation, we found a steeper learning curve when WM training was combined with task-congruent tDCS. This advantage was also present compared to task-incongruent tDCS. Moreover, these effects lasted for up to nine months and transferred to the respective untrained task. These long-lasting, transferable, task-specific effects demonstrate a behaviorally relevant and sustainable facilitation of neuroplastic processes by tDCS that could be harnessed for the treatment of disorders associated with deficient WM.
Collapse
Affiliation(s)
- Steffen Philipp Ruf
- Department of Psychiatry and Psychotherapy, Neurophysiology & Interventional Neuropsychiatry, University of Tübingen, Calwerstrasse 14, 72076, Tübingen, Germany
| | - Andreas J Fallgatter
- Department of Psychiatry and Psychotherapy, Neurophysiology & Interventional Neuropsychiatry, University of Tübingen, Calwerstrasse 14, 72076, Tübingen, Germany
| | - Christian Plewnia
- Department of Psychiatry and Psychotherapy, Neurophysiology & Interventional Neuropsychiatry, University of Tübingen, Calwerstrasse 14, 72076, Tübingen, Germany.
| |
Collapse
|